A Compressive Sensing Approach for the Reconstruction of the Soundfield Produced by Directive Sources in Reverberant Rooms

被引:3
作者
Damiano, Stefano [1 ,2 ]
Borra, Federico [3 ]
Bernardini, Alberto [1 ]
Antonacci, Fabio [1 ]
Sarti, Augusto [1 ]
机构
[1] Politecn Milan, Dipartimento Elettron Informaz & Bioingn, I-20133 Milan, Italy
[2] Katholieke Univ Leuven, STADIUS Ctr Dynam Syst Signal Proc & Data Analyt, Dept Elect Engn ESAT, B-3001 Leuven, Belgium
[3] Listensmart Srl, I-20146 Milan, Italy
关键词
Microphones; Reverberation; Reflection; Green's function methods; Compressed sensing; Optimization; Mathematical models; Soundfield reconstruction; compressive sensing; inverse problems; sparse optimization; virtual microphone; group sparsity; SPARSE REPRESENTATION; FIELD; DECOMPOSITION; INTERPOLATION;
D O I
10.1109/TASLP.2024.3398999
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
State-of-the-art soundfield reconstruction methods are computationally expensive and their performance is generally undermined by the presence of strong reverberation and of near-field sources, which are usually modeled using omnidirectional radiation patterns. In this work, we propose a compressive sensing approach for the reconstruction of the soundfield produced by arbitrary directive sources in a reverberant room. Assuming sparsity in the distribution of sources, along with a loose prior knowledge on their position and on the geometry of the environment, we reconstruct both the direct and the reverberant components of the soundfield by modeling early reflections as near-field sources. Moreover, the directivity of sources is explicitly modeled by first expressing the soundfield produced by arbitrarily directive sources as an expansion of multipoles, and then introducing group sparsity constraints. Numerical simulations in two rooms with different reverberation characteristics are conducted to perform the validation of the proposed method.
引用
收藏
页码:2667 / 2679
页数:13
相关论文
共 53 条
  • [1] Computation of Spherical Harmonic Representations of Source Directivity Based on the Finite-Distance Signature
    Ahrens, Jens
    Bilbao, Stefan
    [J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021, 29 : 83 - 92
  • [2] Ahrens J, 2020, INT CONF ACOUST SPEE, P4662, DOI [10.1109/ICASSP40776.2020.9053099, 10.1109/icassp40776.2020.9053099]
  • [3] IMAGE METHOD FOR EFFICIENTLY SIMULATING SMALL-ROOM ACOUSTICS
    ALLEN, JB
    BERKLEY, DA
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1979, 65 (04) : 943 - 950
  • [4] [Anonymous], 2006, Japanese speech database
  • [5] Joint Acoustic Localization and Dereverberation Through Plane Wave Decomposition and Sparse Regularization
    Antonello, NiccolO
    De Sena, Enzo
    Moonen, Marc
    Naylor, Patrick A.
    van Waterschoot, Toon
    [J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2019, 27 (12) : 1893 - 1905
  • [6] Room Impulse Response Interpolation Using a Sparse Spatio-Temporal Representation of the Sound Field
    Antonello, Niccolo
    De Sena, Enzo
    Moonen, Marc
    Naylor, Patrick A.
    van Waterschoot, Toon
    [J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2017, 25 (10) : 1929 - 1941
  • [7] A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems
    Beck, Amir
    Teboulle, Marc
    [J]. SIAM JOURNAL ON IMAGING SCIENCES, 2009, 2 (01): : 183 - 202
  • [8] Mixed Source Sound Field Translation for Virtual Binaural Application With Perceptual Validation
    Birnie, Lachlan
    Abhayapala, Thushara
    Tourbabin, Vladimir
    Samarasinghe, Prasanga
    [J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2021, 29 : 1188 - 1203
  • [9] EXTENSION OF THE IMAGE MODEL TO ARBITRARY POLYHEDRA
    BORISH, J
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1984, 75 (06) : 1827 - 1836
  • [10] Borra F., 2019, INT CONF ACOUST SPEE, P281, DOI DOI 10.1109/icassp.2019.8682961